Model Context Protocol servers that extend AI capabilities
[](https://glama.ai/mcp/servers/spanlens/Spanlens) 🎖️ 📇 ☁️ - Query Spanlens LLM observability from Claude Desktop, Cursor, or Continue: request logs, costs, agent traces, anomalies, and user analytics with a read-only API key.
...more[](https://glama.ai/mcp/servers/ogasurfproject-jpg/horizon-shield) 🎖️ 📇 ☁️ - Audit Japanese construction and renovation estimates for overcharge: fair price ranges by work type, sales tactic red flags, and signed recomputable verdicts (KIRA). Includes an agent intake desk and a directory of independently audited contractors. Remote server, no API key required.
...more[](https://glama.ai/mcp/servers/andyliszewski/grounding-ai) 🐍 🏠 - Build a searchable index from PDFs, EPUBs, and Word docs. Claude queries it via MCP and pulls grounded answers with exact page-and-section citations. Local-first, no cloud dependency.
...more[](https://glama.ai/mcp/servers/adjacentai/necl-hn-mcp) 🐍 ☁️ - Hacker News tools for AI agents: top stories by time window, category feeds (top/new/best/ask/show/job), comment threads, and full-text search via Algolia. No API key required.
...more[](https://glama.ai/mcp/servers/goofrey/zoom-search) 🐍 ☁️ 🏠 - MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics.
...more[](https://glama.ai/mcp/servers/rajanshxrma/cadence) 🐍 🏠 🍎 - Local-first health context from WHOOP and Apple Health — sleep, recovery, workouts, and personal baselines in a local SQLite store.
...more[](https://glama.ai/mcp/servers/ankurmans/pepys-mcp) 📇 ☁️ 🏠 - Pay-once transcription for audio, video, and whole podcast feeds via [Pepys](https://pepys.co). Transcribe a file or a pasted YouTube/podcast link, get speaker diarization, export SRT/VTT, search a transcript, and check credit balance. Hosted connector (OAuth, no API key) or `npx pepys-mcp`. 99+ languages.
...moreTSOT Framework Team
Standalone Model Context Protocol (MCP) Server providing real-time cognitive research registry queries, EU AI Act compliance auditing, and adversarial human-AI interaction benchmarks.
...moreLocal no-code builder + observability dashboard for Claude Code Workflow multi-agent runs
vibemonitor
Beryl on the command line — projects, runs, the exploring agent, and an MCP server over the same commands.
MCP API server for h2oGPTe
imqueue.com
Model Context Protocol server for @imqueue — lets AI coding agents search the docs and scaffold typed services & clients.
...moreAbhishek Kumar
Dynamic MCP server that converts Swagger/OpenAPI specs into callable MCP tools
CodeAudit
MCP server for AI coding agents (Claude Code, Cursor, Cline, etc.) to verify a package is real and trustworthy before installing it.
...moreRubberDuck Team
Local project indexer for RubberDuck Semantic Intelligence MCP
Thisispaper
Search 2,500+ curated architecture, design, photography and art projects. Fifteen years of human curation, structured for agents: search, visual similarity, and full project metadata with material, light, mood and composition tags. Free tier, no signup to
...moreAI Agent vulnerability scanner — 215 fault types, 88 detection rules, 52 ZDI cases. Scans MCP configs, agent code, framework implementations. 6 CVEs filed.
...moreArmando Jaleo
Living, local-first memory for Claude built on hypervectors (VSA): surprise-gated writing, sleep consolidation, active forgetting, and compositional role queries. MCP server, CPU-only, no embeddings required.
...moreS3 storage backend for the TAI ecosystem — text, binary, and media content over an S3 bucket.
Real-time RCE/SSRF/credential leak interception for AI agents — 22µs P50, 99.7% detection rate. MCP Server mode with diagnose_error, fault patterns, repair suggestions.
...moreJelena Kocic
A Next.js App Router MCP server, MCP client and provider-agnostic chat UI — drop-in routes, components and a pluggable provider seam for Claude and Ollama.
...more[](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask.
...more[](https://glama.ai/mcp/servers/oddunits/pntr-cli) 🎖️ 📇 ☁️ - The official MCP server for PNTR free dev subdomains — register a `*.pntr.dev` subdomain, manage its DNS records, receive email on a disposable inbox, and capture inbound HTTP requests for webhook debugging. Free tier, no key needed to start. Local stdio via `npx @pntr/cli` or hosted endpoint (`https://api.pntr.dev/mcp`, OAuth).
...more[](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar MCP server: 14 typed tools over 200M+ academic papers — search, paper/author retrieval, citation-graph traversal, and recommendations. `uvx s2-mcp-server`
...more